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Integrated energy systems of data centers and smart grids: State-of-the-art and future opportunities

Citations

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  1. Bian, Yifan & Xie, Lirong & Ma, Lan & Zhang, Hangong, 2024. "A novel two-stage energy sharing method for data center cluster considering ‘Carbon-Green Certificate’ coupling mechanism," Energy, Elsevier, vol. 313(C).
  2. Calise, Francesco & Cappiello, Francesco Liberato & Cimmino, Luca & Dentice d’Accadia, Massimo & Vicidomini, Maria, 2023. "Dynamic simulation and thermoeconomic analysis of a power to gas system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
  3. Iqra Nazir & Nermish Mushtaq & Waqas Amin, 2025. "Smart Grid Systems: Addressing Privacy Threats, Security Vulnerabilities, and Demand–Supply Balance (A Review)," Energies, MDPI, vol. 18(19), pages 1-77, September.
  4. Han, Ouzhu & Ding, Tao & Zhang, Xiaosheng & Mu, Chenggang & He, Xinran & Zhang, Hongji & Jia, Wenhao & Ma, Zhoujun, 2023. "A shared energy storage business model for data center clusters considering renewable energy uncertainties," Renewable Energy, Elsevier, vol. 202(C), pages 1273-1290.
  5. Maria Symeonidou & Agis M. Papadopoulos, 2022. "Selection and Dimensioning of Energy Storage Systems for Standalone Communities: A Review," Energies, MDPI, vol. 15(22), pages 1-28, November.
  6. Qiang Wang & Dong Yu & Jinyu Zhou & Chaowu Jin, 2023. "Data Storage Optimization Model Based on Improved Simulated Annealing Algorithm," Sustainability, MDPI, vol. 15(9), pages 1-18, April.
  7. Han, Ouzhu & Ding, Tao & Yang, Miao & Jia, Wenhao & He, Xinran & Ma, Zhoujun, 2024. "A novel 4-level joint optimal dispatch for demand response of data centers with district autonomy realization," Applied Energy, Elsevier, vol. 358(C).
  8. Wang, Jiangjiang & Deng, Hongda & Liu, Yi & Guo, Zeqing & Wang, Yongzhen, 2023. "Coordinated optimal scheduling of integrated energy system for data center based on computing load shifting," Energy, Elsevier, vol. 267(C).
  9. Zhou, Mengyu & Liu, Xingwen & Hu, Qi & Shu, Feng, 2025. "Analysis and control of demand response in smart grids: An evolutionary game method," Applied Mathematics and Computation, Elsevier, vol. 488(C).
  10. Jerez Monsalves, Juan & Bergaentzlé, Claire & Keles, Dogan, 2023. "Impacts of flexible-cooling and waste-heat recovery from data centres on energy systems: A Danish case study," Energy, Elsevier, vol. 281(C).
  11. Chen, Xiaoyuan & Zhang, Mingshun & Jiang, Shan & Gou, Huayu & Zhou, Pang & Yang, Ruohuan & Shen, Boyang, 2023. "Energy reliability enhancement of a data center/wind hybrid DC network using superconducting magnetic energy storage," Energy, Elsevier, vol. 263(PA).
  12. Lin, Boqiang & Zhou, Dengli, 2026. "How does the explosive growth of AI affect China's power supply and demand: A scenario simulation based on the LEAP model," Renewable Energy, Elsevier, vol. 256(PG).
  13. Zhao, Jian & Deng, Kai & Shao, Xianjun & Zhou, Zhibin & Xu, Fengqian & Wang, Xiaoyu & Gao, Yuan, 2025. "Photovoltaic fluctuation-adapted dynamic network pruning for low-voltage distribution network edge computing," Applied Energy, Elsevier, vol. 397(C).
  14. Xu, Da & Xiang, Shizhe & Bai, Ziyi & Wei, Juan & Gao, Menglu, 2023. "Optimal multi-energy portfolio towards zero carbon data center buildings in the presence of proactive demand response programs," Applied Energy, Elsevier, vol. 350(C).
  15. Han, Ouzhu & Ding, Tao & Mu, Chenggang & Jia, Wenhao & Ma, Zhoujun, 2023. "Waste heat reutilization and integrated demand response for decentralized optimization of data centers," Energy, Elsevier, vol. 264(C).
  16. Bian, Yifan & Xie, Lirong & Ma, Lan & Cui, Chuanshi, 2025. "A novel two-stage energy sharing model for data center cluster considering integrated demand response of multiple loads," Applied Energy, Elsevier, vol. 384(C).
  17. Zhao, Jian & Huang, Keran & Gao, Yuan & Bian, Xiaoyan & Zhang, Kai & Li, Dongdong & Cui, Haoyang, 2025. "Coordinated scheduling optimization for Computility center microgrid considering computing resources dynamic pooling," Applied Energy, Elsevier, vol. 393(C).
  18. Wang, Songjie & Xiang, Duo & Zhong, Wei & Lin, Xiaojie & Chen, Shuqin, 2025. "A multi-objective bilevel planning for data center integrated energy systems with waste heat utilization," Energy, Elsevier, vol. 335(C).
  19. Mellot, Adrien & Moretti, Christian & Nuñez-Jimenez, Alejandro & Linder, Jan & Moro, Niccolò & Powell, Siobhan & Markard, Jochen & Winzer, Christian & Patt, Anthony, 2025. "Electrification, flexibility or both? Emerging trends in European energy policy," Energy Policy, Elsevier, vol. 206(C).
  20. Yang, Lingfang & Shahidehpour, Mohammad & Chen, Xianqing & Wang, Chongyu & Fang, Xiaolun & Yang, Qiang, 2026. "High-speed REPTA algorithm for performance cost optimization in data centers considering workload delay tolerances," Applied Energy, Elsevier, vol. 404(C).
  21. Dong, Fuxiang & Wang, Jiangjiang & Xu, Hangwei & Zhang, Xutao, 2024. "A robust real-time energy scheduling strategy of integrated energy system based on multi-step interval prediction of uncertainties," Energy, Elsevier, vol. 300(C).
  22. Chen, Xiaoyuan & Jiang, Shan & Chen, Yu & Zou, Zhice & Shen, Boyang & Lei, Yi & Zhang, Donghui & Zhang, Mingshun & Gou, Huayu, 2022. "Energy-saving superconducting power delivery from renewable energy source to a 100-MW-class data center," Applied Energy, Elsevier, vol. 310(C).
  23. Wang, Kaifeng & Ye, Lin & Yang, Shihui & Deng, Zhanfeng & Song, Jieying & Li, Zhuo & Zhao, Yongning, 2023. "A hierarchical dispatch strategy of hybrid energy storage system in internet data center with model predictive control," Applied Energy, Elsevier, vol. 331(C).
  24. Guo, Caishan & Luo, Fengji & Cai, Zexiang & Sun, Yuyan & Tang, Wenhu, 2025. "Combined cloud and electricity portfolio optimization for cloud service providers," Applied Energy, Elsevier, vol. 377(PA).
  25. Zhang, Yingbo & Tang, Hong & Li, Hangxin & Wang, Shengwei, 2025. "Integration and interaction of next-generation AI-focused data centers with smart grids and district energy systems: The state-of-the-art, opportunities and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 224(C).
  26. Woon, Kok Sin & Phuang, Zhen Xin & Taler, Jan & Varbanov, Petar Sabev & Chong, Cheng Tung & Klemeš, Jiří Jaromír & Lee, Chew Tin, 2023. "Recent advances in urban green energy development towards carbon emissions neutrality," Energy, Elsevier, vol. 267(C).
  27. Wang, Zhiying & Wang, Yang & Ji, Haoran & Hasanien, Hany M. & Zhao, Jinli & Yu, Lei & He, Jiafeng & Yu, Hao & Li, Peng, 2024. "Distributionally robust planning for data center park considering operational economy and reliability," Energy, Elsevier, vol. 290(C).
  28. Sun, Qingkai & Wang, Xiaojun & Liu, Zhao & Mirsaeidi, Sohrab & He, Jinghan & Pei, Wei, 2022. "Multi-agent energy management optimization for integrated energy systems under the energy and carbon co-trading market," Applied Energy, Elsevier, vol. 324(C).
  29. Zhou, Yongcheng & Wei, Fanchao & Li, Shuangxiu & Wang, Zhonghao & Liu, Jinfu & Yu, Daren, 2025. "Data center load modeling through optimal energy consumption characteristics: A path to simultaneously enhance energy efficiency and demand response quality," Applied Energy, Elsevier, vol. 393(C).
  30. Qiu, Haifeng & Vinod, Ashwin & Lu, Shuai & Gooi, Hoay Beng & Pan, Guangsheng & Zhang, Suhan & Veerasamy, Veerapandiyan, 2023. "Decentralized mixed-integer optimization for robust integrated electricity and heat scheduling," Applied Energy, Elsevier, vol. 350(C).
  31. Cao, Yujie & Cao, Fang & Wang, Yajing & Wang, Jianxiao & Wu, Lei & Ding, Zhaohao, 2024. "Managing data center cluster as non-wire alternative: A case in balancing market," Applied Energy, Elsevier, vol. 360(C).
  32. Ye, Guisen & Gao, Feng & Fang, Jingyang, 2022. "A mission-driven two-step virtual machine commitment for energy saving of modern data centers through UPS and server coordinated optimizations," Applied Energy, Elsevier, vol. 322(C).
  33. Yang Li & Rongqiang Li & Linjun Shi & Feng Wu & Jianhua Zhou & Jian Liu & Keman Lin, 2023. "Adjustable Capability Evaluation of Integrated Energy Systems Considering Demand Response and Economic Constraints," Energies, MDPI, vol. 16(24), pages 1-23, December.
  34. Zhang, Weiqi & Zavala, Victor M., 2022. "Remunerating space–time, load-shifting flexibility from data centers in electricity markets," Applied Energy, Elsevier, vol. 326(C).
  35. Liu, Xiaoou, 2024. "Research on collaborative scheduling of internet data center and regional integrated energy system based on electricity-heat-water coupling," Energy, Elsevier, vol. 292(C).
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